{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "92c294a9-7321-4b18-9298-b54d1354b6b2",
   "metadata": {},
   "outputs": [],
   "source": [
    "from PIL import Image\n",
    "import os\n",
    "import numpy as np\n",
    "from utils.utils import preprocess_input, resize_image, show_config,cvtColor\n",
    "import torch\n",
    "import torch.backends.cudnn as cudnn\n",
    "import glob\n",
    "from torchvision import transforms\n",
    "from models.facenet import Facenet\n",
    "import torch.nn.functional as F"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "472b8eff-2e5c-4d3e-934e-5ba646aefe9a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Load weights /root/autodl-tmp/face-recognition/logs_test/final_transform_95.5/ep100-loss0.003-val_loss0.180.pth.\n",
      "\n",
      "Successful Load Key: ['backbone.model.conv2d_1a.conv.weight', 'backbone.model.conv2d_1a.bn.weight', 'backbone.model.conv2d_1a.bn.bias', 'backbone.model.conv2d_1a.bn.running_mean', 'backbone.model.conv2d_1a.bn.running_var', 'backbone.model.conv2d_1a.bn.num_batches_tracked', 'backbone.model.conv2d_2a.conv.weight', 'backbone.model.conv2d_2a.bn.weight', 'backbone.model.conv2d_2a.bn.bias', 'backbone.model.conv2d_2a.bn.running_mean', 'backbone.model.conv2d_2a.bn.running_var', 'backbone.model.conv2d_2a.bn.num_batches_track ……\n",
      "Successful Load Key Num: 716\n",
      "\n",
      "Fail To Load Key: [] ……\n",
      "Fail To Load Key num: 0\n",
      "\n",
      "\u001b[1;33;44m温馨提示，head部分没有载入是正常现象，Backbone部分没有载入是错误的。\u001b[0m\n"
     ]
    }
   ],
   "source": [
    "dataset_path   = \"dataset/test/\"\n",
    "types_name      = os.listdir(dataset_path)\n",
    "types_name      = sorted(types_name)\n",
    "pred_dict = dict()\n",
    "for cls_id, type_name in enumerate(types_name):\n",
    "    photos_path = os.path.join(dataset_path, type_name)\n",
    "    if not os.path.isdir(photos_path):\n",
    "        continue\n",
    "    photos_name = os.listdir(photos_path)\n",
    "\n",
    "    for photo_name in photos_name:\n",
    "        # list_file.write(str(cls_id) + \";\" + '%s'%(os.path.join(os.path.abspath(dataset_path), typet_name, photo_name)))\n",
    "        photo_path = os.path.join(os.path.abspath(dataset_path), type_name, photo_name)\n",
    "        pred_dict[photo_path] = cls_id\n",
    "\n",
    "Cuda            = True\n",
    "input_shape     = [160, 160, 3]\n",
    "backbone        = \"inception_resnetv1\"\n",
    "model_path      = \"/root/autodl-tmp/face-recognition/logs_test/final_transform_95.5/ep100-loss0.003-val_loss0.180.pth\"\n",
    "pretrained      = False\n",
    "device          = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n",
    "num_classes     = 311\n",
    "model = Facenet(backbone=backbone, num_classes=num_classes, pretrained=pretrained)\n",
    "local_rank      = 0\n",
    "\n",
    "if model_path != '':\n",
    "    #------------------------------------------------------#\n",
    "    #   权值文件请看README，百度网盘下载\n",
    "    #------------------------------------------------------#\n",
    "    if local_rank == 0:\n",
    "        print('Load weights {}.'.format(model_path))\n",
    "\n",
    "    #------------------------------------------------------#\n",
    "    #   根据预训练权重的Key和模型的Key进行加载\n",
    "    #------------------------------------------------------#\n",
    "    model_dict      = model.state_dict()\n",
    "    # map_location 规定设备映射方式\n",
    "    pretrained_dict = torch.load(model_path, map_location = device)\n",
    "\n",
    "    load_key, no_load_key, temp_dict = [], [], {}\n",
    "    for k, v in pretrained_dict.items():\n",
    "        if k in model_dict.keys() and np.shape(model_dict[k]) == np.shape(v):\n",
    "            temp_dict[k] = v\n",
    "            load_key.append(k)\n",
    "        else:\n",
    "            no_load_key.append(k)\n",
    "    model_dict.update(temp_dict)\n",
    "    model.load_state_dict(model_dict)\n",
    "    #------------------------------------------------------#\n",
    "    #   显示没有匹配上的Key\n",
    "    #------------------------------------------------------#\n",
    "    if local_rank == 0:\n",
    "        print(\"\\nSuccessful Load Key:\", str(load_key)[:500], \"……\\nSuccessful Load Key Num:\", len(load_key))\n",
    "        print(\"\\nFail To Load Key:\", str(no_load_key)[:500], \"……\\nFail To Load Key num:\", len(no_load_key))\n",
    "        print(\"\\n\\033[1;33;44m温馨提示，head部分没有载入是正常现象，Backbone部分没有载入是错误的。\\033[0m\")\n",
    "\n",
    "model = model.cuda()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "327bb3d6-a21c-4573-ab40-762e1a58ede7",
   "metadata": {},
   "outputs": [],
   "source": [
    "center = transforms.CenterCrop([120, 120])\n",
    "rotation = transforms.RandomRotation(20)\n",
    "sharpness = transforms.RandomAdjustSharpness(sharpness_factor=0 ,p=1)\n",
    "gray = transforms.RandomGrayscale(p=0.3)\n",
    "totens = transforms.ToTensor()\n",
    "norm = transforms.Normalize(mean = [0.485, 0.456, 0.406], \n",
    "                            std = [0.229, 0.224, 0.225])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "1dbf52e8-f81a-4e6d-b78b-b135000fb868",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1768"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset_path   = \"dataset/test/\"\n",
    "types_name      = os.listdir(dataset_path)\n",
    "types_name      = sorted(types_name)\n",
    "image_list = []\n",
    "cls_list = []\n",
    "for cls_id, item in enumerate(types_name):\n",
    "    list_img = glob.glob(dataset_path+item+'/*')\n",
    "    for i in range(len(list_img)):\n",
    "        cls_list.append(cls_id)\n",
    "    image_list.extend(list_img)\n",
    "len(image_list)\n",
    "# 这里比原文件少了一个图片 是因为根据lfw官方  有一个图片是错误的 我手动删去了"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "9f942cc8-bb1f-4963-8de6-7afefa60d75c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dataset/test/Abdullah_Gul/298.jpg 0\n"
     ]
    }
   ],
   "source": [
    "print(image_list[1], cls_list[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "d11fa968-c2fe-4952-9959-1a5fe52025cc",
   "metadata": {},
   "outputs": [],
   "source": [
    "images = []\n",
    "images.append(Image.open(image_list[68]))\n",
    "images.append(Image.open(image_list[321]))\n",
    "images.append(Image.open(image_list[757]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "531b0133-27c2-4802-a59e-ebdd27c6257a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=250x250 at 0x7FE3FEAF1DF0>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "images[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "6f2709c2-18b6-405f-bcbe-9383d377a9ae",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=250x250 at 0x7F9FE99FF3D0>"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "images[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "6e8ecf79-b837-44c6-a9db-9bf970296003",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=250x250 at 0x7F9FE9C27D00>"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "images[2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "c2c49fc8-f193-4074-87e4-3f1d9ca3192d",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "images[0] = center(images[0])\n",
    "images[0] = resize_image(images[0], [input_shape[1], input_shape[0]], letterbox_image = True)\n",
    "images[0] = preprocess_input(np.array(images[0], dtype='float32'))\n",
    "images[0] = np.transpose(images[0], [2, 0, 1])\n",
    "images[0] = torch.from_numpy(images[0])\n",
    "images[0] = norm(images[0])\n",
    "\n",
    "images[1] = center(images[1])\n",
    "images[1] = resize_image(images[1], [input_shape[1], input_shape[0]], letterbox_image = True)\n",
    "images[1] = preprocess_input(np.array(images[1], dtype='float32'))\n",
    "images[1] = np.transpose(images[1], [2, 0, 1])\n",
    "images[1] = torch.from_numpy(images[1])\n",
    "images[1] = norm(images[1])\n",
    "\n",
    "images[2] = center(images[2])\n",
    "images[2] = resize_image(images[2], [input_shape[1], input_shape[0]], letterbox_image = True)\n",
    "images[2] = preprocess_input(np.array(images[2], dtype='float32'))\n",
    "images[2] = np.transpose(images[2], [2, 0, 1])\n",
    "images[2] = torch.from_numpy(images[2])\n",
    "images[2] = norm(images[2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "95f7ffe5-12f4-4947-ad86-c53b853283d6",
   "metadata": {},
   "outputs": [],
   "source": [
    "images[0] = torch.unsqueeze(images[0], 0)\n",
    "images[1] = torch.unsqueeze(images[1], 0)\n",
    "images[2] = torch.unsqueeze(images[2], 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "81ab74de-db2f-4b64-ba1b-60fb9bc9e1b5",
   "metadata": {},
   "outputs": [],
   "source": [
    "feat = torch.cat((images[0],images[1],images[2]), dim=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "1c7aa105-52f8-4fb3-873e-52f2c5ab0a56",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([3, 3, 160, 160])"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "feat.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "id": "844a3773-f520-4f49-96d9-666dba9130e9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([3, 128])\n",
      "torch.Size([3, 311])\n"
     ]
    }
   ],
   "source": [
    "with torch.no_grad():\n",
    "    feat = feat.cuda()\n",
    "    x, probability = model(feat,'predict')\n",
    "print(x.shape)\n",
    "print(probability.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "2fc5676d-bd15-424f-be2a-8aa09af86fc7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "12 55 101\n"
     ]
    }
   ],
   "source": [
    "print(cls_list[68],cls_list[321],cls_list[757])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "71015c48-64f3-49eb-a606-715c629b4bff",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([ 12,  55, 101], device='cuda:0')"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pred = torch.argmax(F.log_softmax(probability, dim = -1),dim=-1)\n",
    "pred"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "a1226be4-cf87-4040-afe2-5dd7fc968597",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import random\n",
    "from utils.dataloader import FacenetDataset, LFWDataset, dataset_collate\n",
    "import numpy as np\n",
    "import torch\n",
    "from torchvision import transforms\n",
    "from torch.utils.data import DataLoader\n",
    "import torchvision.datasets as datasets\n",
    "from PIL import Image\n",
    "from torch.utils.data.dataset import Dataset\n",
    "from utils.utils import cvtColor, preprocess_input, resize_image\n",
    "import torch.nn.functional as F"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "4a61833a-389a-4df9-b34a-bacc2f100082",
   "metadata": {},
   "outputs": [],
   "source": [
    "annotation_path = \"cls_train.txt\"\n",
    "with open(annotation_path,\"r\") as f:\n",
    "    lines = f.readlines()\n",
    "\n",
    "self_lines = lines[:3656]\n",
    "self_lines0 = lines[3656:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "a424207c-bdee-4c56-b263-7a35fc7a5f18",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'310;/root/autodl-tmp/face-recognition/dataset/train/Zinedine_Zidane/678.jpg\\n'"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "self_lines[-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "43c1e6ce-8a62-4f67-9f54-61beb0481658",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['/root/autodl-tmp/face-recognition/dataset/train/Zinedine_Zidane/678.jpg']"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "self_lines[-1].split(';')[1].split()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "a7ed6ebe-15b7-4f49-bea9-cfd240b5c20f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "310"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "int(self_lines[-1].split(';')[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "cc560371-44e5-4902-bf4b-baf24270017a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'0;/root/autodl-tmp/face-recognition/dataset/test/Abdullah_Gul/5247.jpg\\n'"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "self_lines0[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "2add751a-778f-4930-bc1b-b2050967e3f2",
   "metadata": {},
   "outputs": [],
   "source": [
    "self_paths = []\n",
    "self_labels = []\n",
    "for path in self_lines:\n",
    "    path_split = path.split(\";\")\n",
    "    self_paths.append(path_split[1].split()[0])\n",
    "    self_labels.append(int(path_split[0]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "3217fe06-ad07-402d-a233-201e4e245ae7",
   "metadata": {},
   "outputs": [],
   "source": [
    "self_paths  = np.array(self_paths,dtype=object)\n",
    "self_labels = np.array(self_labels,dtype=object)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "850f5bdb-7e1a-4dd8-bbba-e737302b30db",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'/root/autodl-tmp/face-recognition/dataset/train/Zinedine_Zidane/678.jpg'"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "self_paths[-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "a335eb53-2705-453b-927e-29328a5f90f6",
   "metadata": {},
   "outputs": [],
   "source": [
    "trans = transforms.CenterCrop((160,160))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "2afc2fc4-dcdb-4058-a0a4-aef909e2318e",
   "metadata": {},
   "outputs": [],
   "source": [
    "image = cvtColor(Image.open(self_paths[0]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "fc5a190c-0846-4913-8f12-a794e921dc78",
   "metadata": {},
   "outputs": [],
   "source": [
    "image_cen = trans(image)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "7baad560-64e5-46e2-a952-65dc6bd2306a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=160x160 at 0x7FA9F300AD00>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image_cen"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "2c9166f9-9a59-48b2-bdd8-256bf7dd0be4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=250x250 at 0x7FA9F2FFF8B0>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "d8e31d7e-24b3-4f14-bab6-e8d09baeb552",
   "metadata": {},
   "outputs": [],
   "source": [
    "input_shape     = [160, 160, 3]\n",
    "image = resize_image(image, [input_shape[1], input_shape[0]], letterbox_image = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e67e58c7-249d-4fcc-b5de-6454a5002684",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "e82bad5d-9e1c-4d6e-acf3-1bea58243655",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=160x160 at 0x7F8F40A778E0>"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "dc636f4c-7573-4814-b4b8-be91ffb21693",
   "metadata": {},
   "outputs": [],
   "source": [
    "image = preprocess_input(np.array(image, dtype='float32'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "8e4b74aa-61f0-44c0-8fc7-97119ca9f0c2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(160, 160, 3)"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "996dd222-6a2d-4faf-8073-7768685857c1",
   "metadata": {},
   "outputs": [],
   "source": [
    "image = np.transpose(image, [2, 0, 1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "10d917f7-fcce-4e5f-92f9-1a3ea4333624",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(3, 160, 160)"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "image.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "6213eca0-a6c6-492f-bbf5-b2d1eecd485a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "310"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "self_labels[-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "9e8fd943-ab6e-46bb-9945-b9ea7c7a98c7",
   "metadata": {},
   "outputs": [],
   "source": [
    "class FacenetDataset(Dataset):\n",
    "    def __init__(self, input_shape, lines, num_classes, random):\n",
    "        self.input_shape    = input_shape\n",
    "        self.lines          = lines\n",
    "        self.length         = len(lines)\n",
    "        self.num_classes    = num_classes\n",
    "        self.random         = random\n",
    "        \n",
    "        #------------------------------------#\n",
    "        #   路径和标签\n",
    "        #------------------------------------#\n",
    "        # 保存的是每张图片的绝对路径\n",
    "        self.paths  = []\n",
    "        self.labels = []\n",
    "\n",
    "        self.load_dataset()\n",
    "        \n",
    "    def __len__(self):\n",
    "        return self.length\n",
    "\n",
    "    def __getitem__(self, index):\n",
    "        #------------------------------------#\n",
    "        #   创建全为零的矩阵\n",
    "        #------------------------------------#\n",
    "        images = np.zeros((3, 3, self.input_shape[0], self.input_shape[1]))\n",
    "        labels = np.zeros((3))\n",
    "\n",
    "        #------------------------------#\n",
    "        #   先获得两张同一个人的人脸\n",
    "        #   用来作为anchor和positive\n",
    "        #------------------------------#\n",
    "        c               = random.randint(0, self.num_classes - 1)\n",
    "        selected_path   = self.paths[self.labels[:] == c]\n",
    "        while len(selected_path) < 2:\n",
    "            c               = random.randint(0, self.num_classes - 1)\n",
    "            selected_path   = self.paths[self.labels[:] == c]\n",
    "        \n",
    "        #------------------------------------#\n",
    "        #   随机选择两张\n",
    "        #------------------------------------#\n",
    "        image_indexes = np.random.choice(range(0, len(selected_path)), 2)\n",
    "        #------------------------------------#\n",
    "        #   打开图片并放入矩阵\n",
    "        #------------------------------------#\n",
    "        image = cvtColor(Image.open(selected_path[image_indexes[0]]))\n",
    "        #------------------------------------------#\n",
    "        #   翻转图像\n",
    "        #------------------------------------------#\n",
    "        if self.rand()<.5 and self.random: \n",
    "            image = image.transpose(Image.FLIP_LEFT_RIGHT)\n",
    "        image = resize_image(image, [self.input_shape[1], self.input_shape[0]], letterbox_image = True)\n",
    "        image = preprocess_input(np.array(image, dtype='float32'))\n",
    "        image = np.transpose(image, [2, 0, 1])\n",
    "        images[0, :, :, :] = image\n",
    "        labels[0] = c\n",
    "        \n",
    "        image = cvtColor(Image.open(selected_path[image_indexes[1]]))\n",
    "        #------------------------------------------#\n",
    "        #   翻转图像\n",
    "        #------------------------------------------#\n",
    "        if self.rand()<.5 and self.random: \n",
    "            image = image.transpose(Image.FLIP_LEFT_RIGHT)\n",
    "        image = resize_image(image, [self.input_shape[1], self.input_shape[0]], letterbox_image = True)\n",
    "        image = preprocess_input(np.array(image, dtype='float32'))\n",
    "        image = np.transpose(image, [2, 0, 1])\n",
    "        images[1, :, :, :] = image\n",
    "        labels[1] = c\n",
    "\n",
    "        #------------------------------#\n",
    "        #   取出另外一个人的人脸\n",
    "        #------------------------------#\n",
    "        different_c         = list(range(self.num_classes))\n",
    "        different_c.pop(c)\n",
    "        different_c_index   = np.random.choice(range(0, self.num_classes - 1), 1)\n",
    "        current_c           = different_c[different_c_index[0]]\n",
    "        selected_path       = self.paths[self.labels == current_c]\n",
    "        while len(selected_path)<1:\n",
    "            different_c_index   = np.random.choice(range(0, self.num_classes - 1), 1)\n",
    "            current_c           = different_c[different_c_index[0]]\n",
    "            selected_path       = self.paths[self.labels == current_c]\n",
    "\n",
    "        #------------------------------#\n",
    "        #   随机选择一张\n",
    "        #------------------------------#\n",
    "        image_indexes       = np.random.choice(range(0, len(selected_path)), 1)\n",
    "        image               = cvtColor(Image.open(selected_path[image_indexes[0]]))\n",
    "        #------------------------------------------#\n",
    "        #   翻转图像\n",
    "        #------------------------------------------#\n",
    "        if self.rand()<.5 and self.random: \n",
    "            image = image.transpose(Image.FLIP_LEFT_RIGHT)\n",
    "        image = resize_image(image, [self.input_shape[1], self.input_shape[0]], letterbox_image = True)\n",
    "        image = preprocess_input(np.array(image, dtype='float32'))\n",
    "        image = np.transpose(image, [2, 0, 1])\n",
    "        images[2, :, :, :]  = image\n",
    "        labels[2]           = current_c\n",
    "\n",
    "        return images, labels\n",
    "\n",
    "    def rand(self, a=0, b=1):\n",
    "        return np.random.rand()*(b-a) + a\n",
    "    \n",
    "    def load_dataset(self):\n",
    "        for path in self.lines:\n",
    "            path_split = path.split(\";\")\n",
    "            self.paths.append(path_split[1].split()[0])\n",
    "            self.labels.append(int(path_split[0]))\n",
    "        self.paths  = np.array(self.paths,dtype=object)\n",
    "        self.labels = np.array(self.labels,dtype=object)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "id": "eab540b0-ef53-4c0c-882a-b77798686343",
   "metadata": {},
   "outputs": [],
   "source": [
    "input_shape = [160, 160, 3]\n",
    "annotation_path = \"cls_train.txt\"\n",
    "with open(annotation_path,\"r\") as f:\n",
    "    lines = f.readlines()\n",
    "train_dataset   = FacenetDataset(input_shape, lines[:5425], 311, random = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "7087e462-b03f-4a4c-9993-3b910a1960ab",
   "metadata": {},
   "outputs": [],
   "source": [
    "data, label = next(iter(train_dataset))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "ede0c06c-8fc2-4fdf-8011-21ebd39af648",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(3, 3, 160, 160)"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "949f0b53-bbed-40ed-9186-599d8b873912",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([307., 307., 215.])"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "label"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "id": "8afc4ea4-f70b-431a-be79-772e655e73d0",
   "metadata": {},
   "outputs": [],
   "source": [
    "gen = DataLoader(train_dataset, shuffle=True, batch_size=9//3, num_workers=4, pin_memory=True,\n",
    "                 drop_last=True, collate_fn=dataset_collate)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "id": "8f250f20-87f8-4f8a-bea1-69b199551a2e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([9, 3, 160, 160])\n",
      "tensor([100, 191, 116, 100, 191, 116, 114, 250,  53])\n"
     ]
    }
   ],
   "source": [
    "for datas, labels in gen:\n",
    "    print(datas.shape)\n",
    "    print(labels)\n",
    "    break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "id": "4d6fddcb-82f4-4673-b605-1b88808e523f",
   "metadata": {},
   "outputs": [],
   "source": [
    "from PIL import Image\n",
    "import os\n",
    "import numpy as np\n",
    "from facenet import Facenet\n",
    "from utils.utils import preprocess_input, resize_image, show_config,cvtColor\n",
    "import torch\n",
    "import torch.backends.cudnn as cudnn\n",
    "from nets.facenet import Facenet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "id": "02c8822c-95d1-4a8b-a9cc-940b6c79c008",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Load weights /root/autodl-tmp/facenet-pytorch-main/logs_1/ep066-loss0.004-val_loss0.001.pth.\n",
      "\n",
      "Successful Load Key: ['backbone.model.conv2d_1a.conv.weight', 'backbone.model.conv2d_1a.bn.weight', 'backbone.model.conv2d_1a.bn.bias', 'backbone.model.conv2d_1a.bn.running_mean', 'backbone.model.conv2d_1a.bn.running_var', 'backbone.model.conv2d_1a.bn.num_batches_tracked', 'backbone.model.conv2d_2a.conv.weight', 'backbone.model.conv2d_2a.bn.weight', 'backbone.model.conv2d_2a.bn.bias', 'backbone.model.conv2d_2a.bn.running_mean', 'backbone.model.conv2d_2a.bn.running_var', 'backbone.model.conv2d_2a.bn.num_batches_track ……\n",
      "Successful Load Key Num: 716\n",
      "\n",
      "Fail To Load Key: [] ……\n",
      "Fail To Load Key num: 0\n",
      "\n",
      "\u001b[1;33;44m温馨提示，head部分没有载入是正常现象，Backbone部分没有载入是错误的。\u001b[0m\n"
     ]
    }
   ],
   "source": [
    "Cuda            = True\n",
    "input_shape     = [160, 160, 3]\n",
    "backbone        = \"inception_resnetv1\"\n",
    "model_path      = \"/root/autodl-tmp/facenet-pytorch-main/logs_1/ep066-loss0.004-val_loss0.001.pth\"\n",
    "pretrained      = False\n",
    "device          = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n",
    "num_classes     = 311\n",
    "model = Facenet(backbone=backbone, num_classes=num_classes, pretrained=pretrained)\n",
    "local_rank      = 0\n",
    "\n",
    "if model_path != '':\n",
    "    #------------------------------------------------------#\n",
    "    #   权值文件请看README，百度网盘下载\n",
    "    #------------------------------------------------------#\n",
    "    if local_rank == 0:\n",
    "        print('Load weights {}.'.format(model_path))\n",
    "\n",
    "    #------------------------------------------------------#\n",
    "    #   根据预训练权重的Key和模型的Key进行加载\n",
    "    #------------------------------------------------------#\n",
    "    model_dict      = model.state_dict()\n",
    "    # map_location 规定设备映射方式\n",
    "    pretrained_dict = torch.load(model_path, map_location = device)\n",
    "\n",
    "    load_key, no_load_key, temp_dict = [], [], {}\n",
    "    for k, v in pretrained_dict.items():\n",
    "        if k in model_dict.keys() and np.shape(model_dict[k]) == np.shape(v):\n",
    "            temp_dict[k] = v\n",
    "            load_key.append(k)\n",
    "        else:\n",
    "            no_load_key.append(k)\n",
    "    model_dict.update(temp_dict)\n",
    "    model.load_state_dict(model_dict)\n",
    "    #------------------------------------------------------#\n",
    "    #   显示没有匹配上的Key\n",
    "    #------------------------------------------------------#\n",
    "    if local_rank == 0:\n",
    "        print(\"\\nSuccessful Load Key:\", str(load_key)[:500], \"……\\nSuccessful Load Key Num:\", len(load_key))\n",
    "        print(\"\\nFail To Load Key:\", str(no_load_key)[:500], \"……\\nFail To Load Key num:\", len(no_load_key))\n",
    "        print(\"\\n\\033[1;33;44m温馨提示，head部分没有载入是正常现象，Backbone部分没有载入是错误的。\\033[0m\")\n",
    "\n",
    "model = model.cuda()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "id": "ead4645d-7075-48ab-be7f-56da2365e8eb",
   "metadata": {},
   "outputs": [],
   "source": [
    "datas = datas.cuda()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "id": "3781f59b-6f0f-42ef-8ad1-0a8faad74f87",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([9, 3, 160, 160])"
      ]
     },
     "execution_count": 152,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "datas.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 160,
   "id": "5c0fed01-428f-44df-bc77-c2a57d554c2f",
   "metadata": {},
   "outputs": [],
   "source": [
    "tmp = datas[0:2]\n",
    "labels_tmp = labels[0:2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "id": "456285e8-851e-442c-b2f6-cd0b2a5b78c3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([100, 191])"
      ]
     },
     "execution_count": 161,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "labels_tmp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "id": "ebb57391-854e-4589-8927-e41da42c050b",
   "metadata": {},
   "outputs": [],
   "source": [
    "tmp = tmp.cuda()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "id": "d15c4858-fc4e-4655-93e8-a931417baeef",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([100, 191], device='cuda:0')"
      ]
     },
     "execution_count": 163,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "_, probability = model(tmp,'train')\n",
    "torch.argmax(F.log_softmax(probability, dim = -1),dim=-1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 164,
   "id": "a5b2c629-c358-43ea-99c1-824c16c2e216",
   "metadata": {},
   "outputs": [],
   "source": [
    "datas = datas.cuda()\n",
    "_, probability = model(datas,'train')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 165,
   "id": "756bdb29-2a3d-4dec-a1bc-bcb4a7713280",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([9, 311])"
      ]
     },
     "execution_count": 165,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "probability.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 166,
   "id": "f466def1-d701-42db-b507-08227f12df14",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([100, 191, 116, 100, 191, 116, 114, 250,  53], device='cuda:0')"
      ]
     },
     "execution_count": 166,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# tensor([100, 191, 116, 100, 191, 116, 114, 250,  53])\n",
    "torch.argmax(F.log_softmax(probability, dim = -1),dim=-1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "id": "516430f5-9d29-47e0-8773-bded77bc78c5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([3, 4])"
      ]
     },
     "execution_count": 110,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a = [[1,4,3,2],\n",
    "     [2,3,8,1],\n",
    "     [9,2,3,4]]\n",
    "test = torch.tensor([[1,4,3,2],\n",
    "     [2,3,8,1],\n",
    "     [9,2,3,4],])\n",
    "test.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "id": "0fe536c6-5a97-48cf-8d91-658e31b5e47d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([1, 2, 0])"
      ]
     },
     "execution_count": 111,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "torch.argmax(test,dim=-1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "1c7163af-4b07-4004-b48e-e2d06fa5c70f",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "\n",
    "import numpy as np\n",
    "import torch\n",
    "import torch.backends.cudnn as cudnn\n",
    "import torch.distributed as dist\n",
    "import torch.optim as optim\n",
    "from torch.utils.data import DataLoader\n",
    "from torchvision import transforms\n",
    "from nets.facenet import Facenet\n",
    "from nets.facenet_training import (get_lr_scheduler, set_optimizer_lr,\n",
    "                                   triplet_loss, weights_init)\n",
    "from utils.callback import LossHistory\n",
    "from utils.dataloader import FacenetDataset, LFWDataset, FacenetDataset_re\n",
    "from utils.utils import get_num_classes, show_config\n",
    "from utils.utils_fit import fit_one_epoch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1f50a56d-fd98-493e-acfd-9980b5c7ed31",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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